Image Classification on CIFAR-100-LT (Imbalance 20)
61.72Top-1 AccuracyDifficulty-Net + Balanced Softmax
Evaluation results
| Method | Links | |
|---|---|---|
| Difficulty-Net + Balanced SoftmaxTraining setting=e2e training, Backbone=ResNet-322022.09 | 61.72 | |
| Difficulty-Net + LASTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 61.46 | |
| Difficulty-Net + LWSTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 61.38 | |
| Difficulty-Net + cRTTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 61.08 | |
| PaCo + Balanced SoftmaxTraining setting=e2e training, Backbone=ResNet-322022.09 | 60.32 | |
| MWN + LASTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59.38 | |
| LASTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59.36 | |
| MWN + LWSTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59.22 | |
| LWSTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59.1 | |
| MWN + cRTTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59.05 | |
| BALMSTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 59 | |
| Difficulty-NetTraining setting=e2e training, Backbone=ResNet-322022.09 | 58.93 | |
| cRTTraining setting=decoupled learning, Backbone=ResNet-322022.09 | 58.72 | |
| PaCoTraining setting=e2e training, Backbone=ResNet-322022.09 | 58.37 | |
| Class-BalancedTraining setting=e2e training, Backbone=ResNet-322022.09 | 56.83 | |
| EQLTraining setting=e2e training, Backbone=ResNet-322022.09 | 56.82 | |
| CB-DATraining setting=e2e training, Backbone=ResNet-322022.09 | 56.67 | |
| CDB-CETraining setting=e2e training, Backbone=ResNet-322022.09 | 56.66 | |
| MWNTraining setting=e2e training, Backbone=ResNet-322022.09 | 56.53 | |
| LDAMTraining setting=e2e training, Backbone=ResNet-322022.09 | 55.9 | |
| Focal LossTraining setting=e2e training, Backbone=ResNet-322022.09 | 55.57 |